A survey and implementation on neural network visualization

Yin Chung Leung, Jui-Hung Chang, Ren Hung Hwang

研究成果: Conference contribution

摘要

With the rising demand of learning neural network technology and analysis in recent years, how to diffuse the knowledge from sophisticated researchers to the general audience has become an essential issue. We have conducted a short survey on neural network visualization. Regarding the problem that existing tools for the neural network development provide limited visualization for model editing, we have implemented an easy-to-use neural network development platform prototype with full visualization on both model designing and results analysis. Users can now design, edit and analyze in a user-friendly browser-based environment, while training the model on one-click running through the webgenerated program.

原文English
主出版物標題Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018
發行者Institute of Electrical and Electronics Engineers Inc.
頁面107-112
頁數6
ISBN(電子)9781538685341
DOIs
出版狀態Published - 2019 二月 5
事件15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018 - Yichang, China
持續時間: 2018 十月 162018 十月 18

出版系列

名字Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018

Conference

Conference15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018
國家China
城市Yichang
期間18-10-1618-10-18

指紋

Visualization
Neural networks
Network development

All Science Journal Classification (ASJC) codes

  • Computer Networks and Communications
  • Computer Science Applications
  • Hardware and Architecture
  • Information Systems
  • Information Systems and Management
  • Safety, Risk, Reliability and Quality
  • Media Technology

引用此文

Leung, Y. C., Chang, J-H., & Hwang, R. H. (2019). A survey and implementation on neural network visualization. 於 Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018 (頁 107-112). [8636281] (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/I-SPAN.2018.00026
Leung, Yin Chung ; Chang, Jui-Hung ; Hwang, Ren Hung. / A survey and implementation on neural network visualization. Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc., 2019. 頁 107-112 (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018).
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abstract = "With the rising demand of learning neural network technology and analysis in recent years, how to diffuse the knowledge from sophisticated researchers to the general audience has become an essential issue. We have conducted a short survey on neural network visualization. Regarding the problem that existing tools for the neural network development provide limited visualization for model editing, we have implemented an easy-to-use neural network development platform prototype with full visualization on both model designing and results analysis. Users can now design, edit and analyze in a user-friendly browser-based environment, while training the model on one-click running through the webgenerated program.",
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Leung, YC, Chang, J-H & Hwang, RH 2019, A survey and implementation on neural network visualization. 於 Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018., 8636281, Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018, Institute of Electrical and Electronics Engineers Inc., 頁 107-112, 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018, Yichang, China, 18-10-16. https://doi.org/10.1109/I-SPAN.2018.00026

A survey and implementation on neural network visualization. / Leung, Yin Chung; Chang, Jui-Hung; Hwang, Ren Hung.

Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc., 2019. p. 107-112 8636281 (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018).

研究成果: Conference contribution

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Leung YC, Chang J-H, Hwang RH. A survey and implementation on neural network visualization. 於 Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018. Institute of Electrical and Electronics Engineers Inc. 2019. p. 107-112. 8636281. (Proceedings - 2018 15th International Symposium on Pervasive Systems, Algorithms and Networks, I-SPAN 2018). https://doi.org/10.1109/I-SPAN.2018.00026